Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295524 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 9 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 8 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 6 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R5 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R6 (MOhm) is highly overall correlated with R1 (MOhm) and 11 other fields | High correlation |
R7 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 10 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 13 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -101.2673158) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32188 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:37:33.225145 |
|---|---|
| Analysis finished | 2022-12-20 08:39:26.634775 |
| Duration | 1 minute and 53.41 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295524 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45467.083 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.588 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4547.8514 |
| Q1 | 22760.241 |
| median | 45478.334 |
| Q3 | 68198.19 |
| 95-th percentile | 86365.708 |
| Maximum | 90909.588 |
| Range | 90909.588 |
| Interquartile range (IQR) | 45437.949 |
Descriptive statistics
| Standard deviation | 26242.884 |
|---|---|
| Coefficient of variation (CV) | 0.57718424 |
| Kurtosis | -1.1998183 |
| Mean | 45467.083 |
| Median Absolute Deviation (MAD) | 22719.05 |
| Skewness | -0.0010804931 |
| Sum | 1.3436614 × 1010 |
| Variance | 6.8868895 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60659.193 | 1 | < 0.1% |
| 60630.765 | 1 | < 0.1% |
| 60630.456 | 1 | < 0.1% |
| 60630.147 | 1 | < 0.1% |
| 60629.838 | 1 | < 0.1% |
| 60629.53 | 1 | < 0.1% |
| 60629.22 | 1 | < 0.1% |
| 60628.911 | 1 | < 0.1% |
| 60628.602 | 1 | < 0.1% |
| Other values (295514) | 295514 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.31 | 1 | |
| 0.619 | 1 | |
| 0.927 | 1 | |
| 1.236 | 1 | |
| 1.544 | 1 | |
| 1.853 | 1 | |
| 2.161 | 1 | |
| 2.468 | 1 | |
| 2.778 | 1 |
| Value | Count | Frequency (%) |
| 90909.588 | 1 | |
| 90909.279 | 1 | |
| 90908.971 | 1 | |
| 90908.663 | 1 | |
| 90908.353 | 1 | |
| 90908.044 | 1 | |
| 90907.735 | 1 | |
| 90907.427 | 1 | |
| 90907.117 | 1 | |
| 90906.81 | 1 |
| Distinct | 305 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8996143 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32188 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4287822 |
|---|---|
| Coefficient of variation (CV) | 0.64939724 |
| Kurtosis | -1.233895 |
| Mean | 9.8996143 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0093150247 |
| Sum | 2925573.6 |
| Variance | 41.329241 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32188 | |
| 17.78 | 29276 | |
| 8.89 | 29268 | |
| 6.67 | 29263 | |
| 4.44 | 29230 | |
| 15.56 | 29228 | |
| 13.33 | 29225 | |
| 20 | 29224 | |
| 2.22 | 29219 | |
| 11.11 | 29106 | |
| Other values (295) | 297 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32188 | |
| 0.2666 | 1 | < 0.1% |
| 0.404 | 2 | < 0.1% |
| 0.5217 | 1 | < 0.1% |
| 0.5905 | 1 | < 0.1% |
| 0.5999 | 1 | < 0.1% |
| 0.667 | 1 | < 0.1% |
| 0.6934 | 1 | < 0.1% |
| 0.8179 | 1 | < 0.1% |
| 1.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29224 | |
| 19.9334 | 1 | < 0.1% |
| 19.818 | 1 | < 0.1% |
| 19.64 | 1 | < 0.1% |
| 19.627 | 1 | < 0.1% |
| 19.5911 | 1 | < 0.1% |
| 19.2563 | 1 | < 0.1% |
| 18.5792 | 1 | < 0.1% |
| 18.4504 | 1 | < 0.1% |
| 18.2595 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 18684 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.019333 |
| Minimum | 16.39 |
|---|---|
| Maximum | 71.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.39 |
|---|---|
| 5-th percentile | 22.53 |
| Q1 | 35.59 |
| median | 46.11 |
| Q3 | 54.79 |
| 95-th percentile | 64.22 |
| Maximum | 71.96 |
| Range | 55.57 |
| Interquartile range (IQR) | 19.2 |
Descriptive statistics
| Standard deviation | 12.364203 |
|---|---|
| Coefficient of variation (CV) | 0.27464207 |
| Kurtosis | -0.72469097 |
| Mean | 45.019333 |
| Median Absolute Deviation (MAD) | 9.46 |
| Skewness | -0.15852084 |
| Sum | 13304293 |
| Variance | 152.87351 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.91 | 5491 | 1.9% |
| 21.97 | 4893 | 1.7% |
| 37.19 | 4299 | 1.5% |
| 31.83 | 4193 | 1.4% |
| 50.74 | 4067 | 1.4% |
| 30.75 | 3882 | 1.3% |
| 45.59 | 3594 | 1.2% |
| 49.73 | 3308 | 1.1% |
| 46.63 | 3224 | 1.1% |
| 43.51 | 3203 | 1.1% |
| Other values (18674) | 255370 |
| Value | Count | Frequency (%) |
| 16.39 | 863 | |
| 16.3901 | 1 | < 0.1% |
| 16.3904 | 1 | < 0.1% |
| 16.3908 | 1 | < 0.1% |
| 16.3917 | 1 | < 0.1% |
| 16.5247 | 1 | < 0.1% |
| 16.5655 | 1 | < 0.1% |
| 16.6957 | 1 | < 0.1% |
| 16.7382 | 1 | < 0.1% |
| 16.8662 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71.96 | 608 | |
| 71.9598 | 2 | < 0.1% |
| 71.9595 | 2 | < 0.1% |
| 71.9592 | 2 | < 0.1% |
| 71.9461 | 1 | < 0.1% |
| 71.9165 | 1 | < 0.1% |
| 71.8972 | 1 | < 0.1% |
| 71.8738 | 1 | < 0.1% |
| 71.7986 | 1 | < 0.1% |
| 71.7681 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 2776 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.336311 |
| Minimum | 26.14 |
|---|---|
| Maximum | 26.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 26.14 |
|---|---|
| 5-th percentile | 26.22 |
| Q1 | 26.3 |
| median | 26.34 |
| Q3 | 26.38 |
| 95-th percentile | 26.46 |
| Maximum | 26.5 |
| Range | 0.36 |
| Interquartile range (IQR) | 0.08 |
Descriptive statistics
| Standard deviation | 0.074718757 |
|---|---|
| Coefficient of variation (CV) | 0.0028371004 |
| Kurtosis | -0.74319313 |
| Mean | 26.336311 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | -0.18197392 |
| Sum | 7783012 |
| Variance | 0.0055828927 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.38 | 62532 | |
| 26.3 | 61366 | |
| 26.34 | 38923 | |
| 26.42 | 30461 | |
| 26.22 | 29095 | |
| 26.46 | 26583 | |
| 26.26 | 21287 | 7.2% |
| 26.18 | 9178 | 3.1% |
| 26.3001 | 442 | 0.1% |
| 26.3399 | 439 | 0.1% |
| Other values (2766) | 15218 | 5.1% |
| Value | Count | Frequency (%) |
| 26.14 | 173 | |
| 26.1401 | 4 | < 0.1% |
| 26.1408 | 1 | < 0.1% |
| 26.1411 | 1 | < 0.1% |
| 26.1419 | 1 | < 0.1% |
| 26.142 | 1 | < 0.1% |
| 26.1424 | 1 | < 0.1% |
| 26.1426 | 1 | < 0.1% |
| 26.1434 | 1 | < 0.1% |
| 26.1437 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.5 | 52 | |
| 26.4993 | 1 | < 0.1% |
| 26.4989 | 1 | < 0.1% |
| 26.4975 | 1 | < 0.1% |
| 26.4951 | 1 | < 0.1% |
| 26.4943 | 1 | < 0.1% |
| 26.4896 | 1 | < 0.1% |
| 26.4881 | 1 | < 0.1% |
| 26.4877 | 1 | < 0.1% |
| 26.4869 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11423 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94339 |
| Minimum | 0 |
|---|---|
| Maximum | 272.8193 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7516 |
| Q1 | 239.8952 |
| median | 239.972 |
| Q3 | 240.0455 |
| 95-th percentile | 240.18389 |
| Maximum | 272.8193 |
| Range | 272.8193 |
| Interquartile range (IQR) | 0.1503 |
Descriptive statistics
| Standard deviation | 1.8934362 |
|---|---|
| Coefficient of variation (CV) | 0.0078911787 |
| Kurtosis | 11868.472 |
| Mean | 239.94339 |
| Median Absolute Deviation (MAD) | 0.0752 |
| Skewness | -101.26732 |
| Sum | 70909030 |
| Variance | 3.5851005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 239.9789 | 146 | < 0.1% |
| 239.9889 | 139 | < 0.1% |
| 239.9769 | 135 | < 0.1% |
| 239.9658 | 135 | < 0.1% |
| 239.9771 | 133 | < 0.1% |
| 239.9788 | 133 | < 0.1% |
| 239.9368 | 132 | < 0.1% |
| 239.962 | 131 | < 0.1% |
| 239.9913 | 131 | < 0.1% |
| 239.9436 | 131 | < 0.1% |
| Other values (11413) | 294178 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.154 | 1 | < 0.1% |
| 0.5958 | 1 | < 0.1% |
| 1.0406 | 1 | < 0.1% |
| 9.0692 | 1 | < 0.1% |
| 18.8232 | 1 | < 0.1% |
| 60.0295 | 1 | < 0.1% |
| 82.7453 | 1 | < 0.1% |
| 92.1943 | 1 | < 0.1% |
| 101.6187 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 272.8193 | 1 | |
| 264.8978 | 1 | |
| 262.6104 | 1 | |
| 261.5421 | 1 | |
| 260.6414 | 1 | |
| 260.4117 | 1 | |
| 260.2719 | 1 | |
| 255.5868 | 1 | |
| 255.4439 | 1 | |
| 255.3575 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1720 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35484758 |
| Minimum | 0.198 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.198 |
|---|---|
| 5-th percentile | 0.1991 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.2069 |
| 95-th percentile | 0.898 |
| Maximum | 0.9 |
| Range | 0.702 |
| Interquartile range (IQR) | 0.0069 |
Descriptive statistics
| Standard deviation | 0.28835765 |
|---|---|
| Coefficient of variation (CV) | 0.81262397 |
| Kurtosis | -0.20592393 |
| Mean | 0.35484758 |
| Median Absolute Deviation (MAD) | 0.0003 |
| Skewness | 1.3370905 |
| Sum | 104865.98 |
| Variance | 0.083150132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 127801 | |
| 0.898 | 33851 | 11.5% |
| 0.199 | 12893 | 4.4% |
| 0.1993 | 6390 | 2.2% |
| 0.1996 | 6309 | 2.1% |
| 0.1998 | 6302 | 2.1% |
| 0.1992 | 6281 | 2.1% |
| 0.1995 | 6272 | 2.1% |
| 0.1997 | 6262 | 2.1% |
| 0.1994 | 6249 | 2.1% |
| Other values (1710) | 76914 |
| Value | Count | Frequency (%) |
| 0.198 | 1 | < 0.1% |
| 0.1981 | 4 | |
| 0.1982 | 5 | |
| 0.1983 | 7 | |
| 0.1984 | 5 | |
| 0.1985 | 7 | |
| 0.1986 | 2 | < 0.1% |
| 0.1987 | 2 | < 0.1% |
| 0.1988 | 3 | < 0.1% |
| 0.1989 | 9 |
| Value | Count | Frequency (%) |
| 0.9 | 1 | < 0.1% |
| 0.8998 | 2 | < 0.1% |
| 0.8997 | 2 | < 0.1% |
| 0.8995 | 1 | < 0.1% |
| 0.8994 | 1 | < 0.1% |
| 0.8993 | 1 | < 0.1% |
| 0.8991 | 1 | < 0.1% |
| 0.899 | 1723 | |
| 0.8989 | 1042 | |
| 0.8988 | 1084 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8488 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.279101 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 116.4568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.0788 |
| Q1 | 0.4204 |
| median | 1.9655 |
| Q3 | 28.6645 |
| 95-th percentile | 69.1448 |
| Maximum | 116.4568 |
| Range | 116.4241 |
| Interquartile range (IQR) | 28.2441 |
Descriptive statistics
| Standard deviation | 23.669193 |
|---|---|
| Coefficient of variation (CV) | 1.4539619 |
| Kurtosis | 0.86066447 |
| Mean | 16.279101 |
| Median Absolute Deviation (MAD) | 1.8836 |
| Skewness | 1.4186521 |
| Sum | 4810865.1 |
| Variance | 560.23068 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.9176 | 768 | 0.3% |
| 70.2486 | 743 | 0.3% |
| 73.1111 | 726 | 0.2% |
| 69.1448 | 715 | 0.2% |
| 71.3877 | 707 | 0.2% |
| 72.5638 | 706 | 0.2% |
| 73.7788 | 705 | 0.2% |
| 70.7619 | 694 | 0.2% |
| 68.0747 | 690 | 0.2% |
| 68.5571 | 667 | 0.2% |
| Other values (8478) | 288403 |
| Value | Count | Frequency (%) |
| 0.0327 | 2 | < 0.1% |
| 0.0328 | 1 | < 0.1% |
| 0.0331 | 1 | < 0.1% |
| 0.0335 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0338 | 5 | |
| 0.0339 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0344 | 1 | < 0.1% |
| 0.0346 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 116.4568 | 2 | < 0.1% |
| 114.818 | 4 | < 0.1% |
| 113.4868 | 5 | < 0.1% |
| 111.9292 | 10 | < 0.1% |
| 110.6632 | 17 | < 0.1% |
| 109.181 | 22 | |
| 107.9756 | 23 | |
| 106.5634 | 41 | |
| 105.4143 | 32 | |
| 104.0673 | 54 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8241 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.270412 |
| Minimum | 0.0571 |
|---|---|
| Maximum | 138.1101 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0571 |
|---|---|
| 5-th percentile | 0.1403 |
| Q1 | 0.4931 |
| median | 1.4924 |
| Q3 | 32.1377 |
| 95-th percentile | 78.3034 |
| Maximum | 138.1101 |
| Range | 138.053 |
| Interquartile range (IQR) | 31.6446 |
Descriptive statistics
| Standard deviation | 27.345841 |
|---|---|
| Coefficient of variation (CV) | 1.4967282 |
| Kurtosis | 0.33743925 |
| Mean | 18.270412 |
| Median Absolute Deviation (MAD) | 1.3504 |
| Skewness | 1.3352752 |
| Sum | 5399345.2 |
| Variance | 747.79501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79.7171 | 1133 | 0.4% |
| 82.004 | 1123 | 0.4% |
| 78.3034 | 1101 | 0.4% |
| 80.5097 | 1077 | 0.4% |
| 79.0683 | 1071 | 0.4% |
| 81.1822 | 1062 | 0.4% |
| 76.3332 | 1027 | 0.3% |
| 76.9383 | 1021 | 0.3% |
| 77.677 | 998 | 0.3% |
| 82.7015 | 976 | 0.3% |
| Other values (8231) | 284935 |
| Value | Count | Frequency (%) |
| 0.0571 | 1 | < 0.1% |
| 0.0582 | 1 | < 0.1% |
| 0.0585 | 1 | < 0.1% |
| 0.0586 | 3 | |
| 0.0587 | 1 | < 0.1% |
| 0.0596 | 2 | |
| 0.0598 | 1 | < 0.1% |
| 0.0601 | 1 | < 0.1% |
| 0.0603 | 1 | < 0.1% |
| 0.0605 | 2 |
| Value | Count | Frequency (%) |
| 138.1101 | 1 | < 0.1% |
| 135.8172 | 1 | < 0.1% |
| 124.4448 | 1 | < 0.1% |
| 122.8846 | 1 | < 0.1% |
| 119.5851 | 1 | < 0.1% |
| 117.8584 | 3 | < 0.1% |
| 116.4568 | 1 | < 0.1% |
| 114.818 | 3 | < 0.1% |
| 113.4868 | 7 | |
| 111.9292 | 10 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8233 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.772374 |
| Minimum | 0.0534 |
|---|---|
| Maximum | 171.4839 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0534 |
|---|---|
| 5-th percentile | 0.1119 |
| Q1 | 0.5988 |
| median | 4.5118 |
| Q3 | 46.3331 |
| 95-th percentile | 81.51 |
| Maximum | 171.4839 |
| Range | 171.4305 |
| Interquartile range (IQR) | 45.7343 |
Descriptive statistics
| Standard deviation | 28.938472 |
|---|---|
| Coefficient of variation (CV) | 1.270771 |
| Kurtosis | -0.40596553 |
| Mean | 22.772374 |
| Median Absolute Deviation (MAD) | 4.3981 |
| Skewness | 1.0124215 |
| Sum | 6729783.1 |
| Variance | 837.43517 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.0507 | 1186 | 0.4% |
| 83.7703 | 1182 | 0.4% |
| 84.6501 | 1145 | 0.4% |
| 82.2033 | 1111 | 0.4% |
| 81.51 | 1111 | 0.4% |
| 80.6932 | 1079 | 0.4% |
| 85.3974 | 1073 | 0.4% |
| 80.0247 | 1073 | 0.4% |
| 79.2369 | 1052 | 0.4% |
| 78.592 | 1010 | 0.3% |
| Other values (8223) | 284502 |
| Value | Count | Frequency (%) |
| 0.0534 | 1 | |
| 0.0547 | 1 | |
| 0.0553 | 1 | |
| 0.0562 | 1 | |
| 0.0567 | 1 | |
| 0.0572 | 1 | |
| 0.0576 | 1 | |
| 0.0578 | 2 | |
| 0.0579 | 1 | |
| 0.0581 | 1 |
| Value | Count | Frequency (%) |
| 171.4839 | 1 | < 0.1% |
| 162.3763 | 1 | < 0.1% |
| 131.01 | 1 | < 0.1% |
| 120.3335 | 1 | < 0.1% |
| 118.8647 | 1 | < 0.1% |
| 115.7553 | 3 | < 0.1% |
| 112.8031 | 4 | < 0.1% |
| 111.2549 | 10 | < 0.1% |
| 109.9965 | 23 | |
| 108.5233 | 44 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7615 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.719763 |
| Minimum | 0.0404 |
|---|---|
| Maximum | 84.5361 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0404 |
|---|---|
| 5-th percentile | 0.1018 |
| Q1 | 2.0442 |
| median | 22.1943 |
| Q3 | 35.1038 |
| 95-th percentile | 52.5578 |
| Maximum | 84.5361 |
| Range | 84.4957 |
| Interquartile range (IQR) | 33.0596 |
Descriptive statistics
| Standard deviation | 17.966655 |
|---|---|
| Coefficient of variation (CV) | 0.82720311 |
| Kurtosis | -0.8371516 |
| Mean | 21.719763 |
| Median Absolute Deviation (MAD) | 15.9153 |
| Skewness | 0.35194277 |
| Sum | 6418711.2 |
| Variance | 322.8007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34.7712 | 1025 | 0.3% |
| 34.5923 | 1013 | 0.3% |
| 34.2691 | 1012 | 0.3% |
| 34.9216 | 1000 | 0.3% |
| 36.1399 | 993 | 0.3% |
| 35.1038 | 990 | 0.3% |
| 33.3338 | 986 | 0.3% |
| 38.1853 | 985 | 0.3% |
| 33.9517 | 985 | 0.3% |
| 34.1241 | 982 | 0.3% |
| Other values (7605) | 285553 |
| Value | Count | Frequency (%) |
| 0.0404 | 2 | |
| 0.0408 | 2 | |
| 0.0413 | 1 | < 0.1% |
| 0.0418 | 2 | |
| 0.0419 | 2 | |
| 0.042 | 1 | < 0.1% |
| 0.0423 | 2 | |
| 0.0424 | 2 | |
| 0.0425 | 3 | |
| 0.0426 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 84.5361 | 1 | < 0.1% |
| 83.6839 | 2 | < 0.1% |
| 82.6836 | 3 | < 0.1% |
| 81.8678 | 10 | < 0.1% |
| 80.9098 | 8 | < 0.1% |
| 80.1281 | 18 | < 0.1% |
| 79.2097 | 16 | < 0.1% |
| 78.4601 | 32 | |
| 77.5789 | 40 | |
| 76.8594 | 56 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7880 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.387215 |
| Minimum | 0.048 |
|---|---|
| Maximum | 126.116 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.048 |
|---|---|
| 5-th percentile | 0.115 |
| Q1 | 1.8479 |
| median | 33.8587 |
| Q3 | 52.7357 |
| 95-th percentile | 80.3481 |
| Maximum | 126.116 |
| Range | 126.068 |
| Interquartile range (IQR) | 50.8878 |
Descriptive statistics
| Standard deviation | 27.703945 |
|---|---|
| Coefficient of variation (CV) | 0.85539757 |
| Kurtosis | -0.99552408 |
| Mean | 32.387215 |
| Median Absolute Deviation (MAD) | 25.6832 |
| Skewness | 0.33774941 |
| Sum | 9571199.4 |
| Variance | 767.50857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.8555 | 1362 | 0.5% |
| 49.4117 | 1319 | 0.4% |
| 51.7661 | 1312 | 0.4% |
| 51.4875 | 1301 | 0.4% |
| 50.296 | 1298 | 0.4% |
| 48.6068 | 1297 | 0.4% |
| 49.9804 | 1296 | 0.4% |
| 51.1571 | 1290 | 0.4% |
| 48.3116 | 1282 | 0.4% |
| 49.1574 | 1281 | 0.4% |
| Other values (7870) | 282486 |
| Value | Count | Frequency (%) |
| 0.048 | 1 | < 0.1% |
| 0.0483 | 1 | < 0.1% |
| 0.049 | 3 | |
| 0.0491 | 1 | < 0.1% |
| 0.0492 | 1 | < 0.1% |
| 0.0494 | 1 | < 0.1% |
| 0.0496 | 1 | < 0.1% |
| 0.0499 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.0502 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 126.116 | 2 | < 0.1% |
| 124.1949 | 2 | < 0.1% |
| 122.6378 | 3 | < 0.1% |
| 120.8197 | 11 | < 0.1% |
| 119.345 | 11 | < 0.1% |
| 117.6218 | 8 | < 0.1% |
| 116.223 | 26 | |
| 114.5874 | 23 | |
| 113.2589 | 56 | |
| 111.7044 | 56 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7867 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.215464 |
| Minimum | 0.0483 |
|---|---|
| Maximum | 159.1677 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0483 |
|---|---|
| 5-th percentile | 0.1239 |
| Q1 | 1.5728 |
| median | 23.8267 |
| Q3 | 50.4951 |
| 95-th percentile | 79.1164 |
| Maximum | 159.1677 |
| Range | 159.1194 |
| Interquartile range (IQR) | 48.9223 |
Descriptive statistics
| Standard deviation | 27.491801 |
|---|---|
| Coefficient of variation (CV) | 0.9410017 |
| Kurtosis | -0.89771492 |
| Mean | 29.215464 |
| Median Absolute Deviation (MAD) | 23.6626 |
| Skewness | 0.5377608 |
| Sum | 8633870.9 |
| Variance | 755.79914 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79.9474 | 1201 | 0.4% |
| 80.6531 | 1199 | 0.4% |
| 49.2798 | 1176 | 0.4% |
| 79.1164 | 1167 | 0.4% |
| 49.0116 | 1155 | 0.4% |
| 50.4951 | 1146 | 0.4% |
| 47.8646 | 1132 | 0.4% |
| 50.2138 | 1127 | 0.4% |
| 47.5609 | 1122 | 0.4% |
| 48.4314 | 1121 | 0.4% |
| Other values (7857) | 283978 |
| Value | Count | Frequency (%) |
| 0.0483 | 1 | |
| 0.0484 | 1 | |
| 0.0485 | 1 | |
| 0.0488 | 2 | |
| 0.0495 | 1 | |
| 0.0497 | 2 | |
| 0.05 | 2 | |
| 0.0501 | 1 | |
| 0.0502 | 2 | |
| 0.0503 | 1 |
| Value | Count | Frequency (%) |
| 159.1677 | 1 | < 0.1% |
| 125.7588 | 1 | < 0.1% |
| 118.6302 | 1 | < 0.1% |
| 116.8232 | 1 | < 0.1% |
| 115.3585 | 5 | < 0.1% |
| 113.6483 | 12 | < 0.1% |
| 112.2611 | 18 | < 0.1% |
| 110.6402 | 29 | < 0.1% |
| 109.3244 | 47 | |
| 107.7859 | 98 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7790 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.506171 |
| Minimum | 0.0528 |
|---|---|
| Maximum | 156.3368 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0528 |
|---|---|
| 5-th percentile | 0.1223 |
| Q1 | 1.9488 |
| median | 32.8708 |
| Q3 | 53.3574 |
| 95-th percentile | 81.3453 |
| Maximum | 156.3368 |
| Range | 156.284 |
| Interquartile range (IQR) | 51.4086 |
Descriptive statistics
| Standard deviation | 27.990894 |
|---|---|
| Coefficient of variation (CV) | 0.8610948 |
| Kurtosis | -1.0491188 |
| Mean | 32.506171 |
| Median Absolute Deviation (MAD) | 26.14 |
| Skewness | 0.34205402 |
| Sum | 9606353.6 |
| Variance | 783.49017 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.5778 | 1353 | 0.5% |
| 49.9924 | 1336 | 0.5% |
| 51.7898 | 1323 | 0.4% |
| 49.6787 | 1293 | 0.4% |
| 48.8606 | 1289 | 0.4% |
| 50.8483 | 1275 | 0.4% |
| 49.1134 | 1274 | 0.4% |
| 53.0601 | 1273 | 0.4% |
| 49.4202 | 1270 | 0.4% |
| 52.7077 | 1260 | 0.4% |
| Other values (7780) | 282578 |
| Value | Count | Frequency (%) |
| 0.0528 | 1 | |
| 0.0532 | 1 | |
| 0.0534 | 1 | |
| 0.0535 | 1 | |
| 0.054 | 2 | |
| 0.0544 | 1 | |
| 0.0547 | 2 | |
| 0.0549 | 1 | |
| 0.055 | 1 | |
| 0.0552 | 1 |
| Value | Count | Frequency (%) |
| 156.3368 | 1 | < 0.1% |
| 138.9553 | 1 | < 0.1% |
| 130.7453 | 1 | < 0.1% |
| 121.8976 | 1 | < 0.1% |
| 115.5214 | 3 | < 0.1% |
| 113.8957 | 9 | < 0.1% |
| 112.5752 | 14 | < 0.1% |
| 111.0301 | 27 | |
| 109.7743 | 61 | |
| 108.304 | 61 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6268 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.020719 |
| Minimum | 0.0334 |
|---|---|
| Maximum | 111.2174 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0334 |
|---|---|
| 5-th percentile | 0.0997 |
| Q1 | 12.2808 |
| median | 27.9494 |
| Q3 | 42.1236 |
| 95-th percentile | 63.5216 |
| Maximum | 111.2174 |
| Range | 111.184 |
| Interquartile range (IQR) | 29.8428 |
Descriptive statistics
| Standard deviation | 20.513008 |
|---|---|
| Coefficient of variation (CV) | 0.73206573 |
| Kurtosis | -0.76429631 |
| Mean | 28.020719 |
| Median Absolute Deviation (MAD) | 14.5317 |
| Skewness | 0.18330203 |
| Sum | 8280794.9 |
| Variance | 420.7835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1005 | 1030 | 0.3% |
| 47.0913 | 1018 | 0.3% |
| 0.1003 | 1004 | 0.3% |
| 51.6712 | 998 | 0.3% |
| 47.3955 | 995 | 0.3% |
| 53.0355 | 991 | 0.3% |
| 46.0081 | 990 | 0.3% |
| 47.6519 | 989 | 0.3% |
| 49.415 | 989 | 0.3% |
| 48.5445 | 986 | 0.3% |
| Other values (6258) | 285534 |
| Value | Count | Frequency (%) |
| 0.0334 | 1 | < 0.1% |
| 0.0335 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.0341 | 2 | |
| 0.0342 | 2 | |
| 0.0343 | 1 | < 0.1% |
| 0.0344 | 3 | |
| 0.0345 | 2 | |
| 0.0346 | 2 |
| Value | Count | Frequency (%) |
| 111.2174 | 1 | < 0.1% |
| 99.1944 | 1 | < 0.1% |
| 96.8414 | 1 | < 0.1% |
| 95.604 | 4 | |
| 94.5965 | 2 | < 0.1% |
| 93.4149 | 3 | < 0.1% |
| 92.4523 | 5 | |
| 91.3229 | 7 | |
| 90.4024 | 6 | |
| 89.3217 | 9 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6179 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.818831 |
| Minimum | 0.0289 |
|---|---|
| Maximum | 89.5884 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0289 |
|---|---|
| 5-th percentile | 0.0967 |
| Q1 | 8.3959 |
| median | 22.298 |
| Q3 | 36.6026 |
| 95-th percentile | 57.946 |
| Maximum | 89.5884 |
| Range | 89.5595 |
| Interquartile range (IQR) | 28.2067 |
Descriptive statistics
| Standard deviation | 18.67467 |
|---|---|
| Coefficient of variation (CV) | 0.78402966 |
| Kurtosis | -0.69548603 |
| Mean | 23.818831 |
| Median Absolute Deviation (MAD) | 14.2491 |
| Skewness | 0.394876 |
| Sum | 7039036.3 |
| Variance | 348.74331 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0972 | 3137 | 1.1% |
| 0.0973 | 3019 | 1.0% |
| 0.0975 | 2957 | 1.0% |
| 0.0971 | 2892 | 1.0% |
| 0.097 | 2753 | 0.9% |
| 0.0976 | 2716 | 0.9% |
| 0.0977 | 2563 | 0.9% |
| 0.0968 | 2526 | 0.9% |
| 0.0978 | 2355 | 0.8% |
| 0.0967 | 2332 | 0.8% |
| Other values (6169) | 268274 |
| Value | Count | Frequency (%) |
| 0.0289 | 1 | < 0.1% |
| 0.0296 | 1 | < 0.1% |
| 0.0297 | 3 | |
| 0.0298 | 1 | < 0.1% |
| 0.0299 | 5 | |
| 0.03 | 4 | |
| 0.0301 | 4 | |
| 0.0302 | 3 | |
| 0.0303 | 3 | |
| 0.0304 | 3 |
| Value | Count | Frequency (%) |
| 89.5884 | 1 | < 0.1% |
| 79.4435 | 1 | < 0.1% |
| 78.6328 | 3 | < 0.1% |
| 77.9697 | 1 | < 0.1% |
| 77.1883 | 3 | < 0.1% |
| 76.5489 | 6 | < 0.1% |
| 75.7953 | 8 | |
| 75.1784 | 8 | |
| 74.4511 | 11 | |
| 73.8555 | 16 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6404 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.10688 |
| Minimum | 0.0368 |
|---|---|
| Maximum | 103.4404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0368 |
|---|---|
| 5-th percentile | 0.1182 |
| Q1 | 7.734 |
| median | 23.9974 |
| Q3 | 40.6416 |
| 95-th percentile | 63.7159 |
| Maximum | 103.4404 |
| Range | 103.4036 |
| Interquartile range (IQR) | 32.9076 |
Descriptive statistics
| Standard deviation | 20.868025 |
|---|---|
| Coefficient of variation (CV) | 0.79933049 |
| Kurtosis | -0.74546228 |
| Mean | 26.10688 |
| Median Absolute Deviation (MAD) | 16.5172 |
| Skewness | 0.41463303 |
| Sum | 7715209.7 |
| Variance | 435.47448 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1199 | 1950 | 0.7% |
| 0.1201 | 1886 | 0.6% |
| 0.1197 | 1865 | 0.6% |
| 0.1198 | 1864 | 0.6% |
| 0.1202 | 1721 | 0.6% |
| 0.1194 | 1716 | 0.6% |
| 0.1195 | 1715 | 0.6% |
| 0.1204 | 1632 | 0.6% |
| 0.1205 | 1580 | 0.5% |
| 0.1193 | 1569 | 0.5% |
| Other values (6394) | 278026 |
| Value | Count | Frequency (%) |
| 0.0368 | 1 | < 0.1% |
| 0.0371 | 3 | |
| 0.0373 | 1 | < 0.1% |
| 0.0375 | 1 | < 0.1% |
| 0.0378 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.0385 | 2 | |
| 0.0386 | 1 | < 0.1% |
| 0.0387 | 2 | |
| 0.0388 | 3 |
| Value | Count | Frequency (%) |
| 103.4404 | 1 | < 0.1% |
| 92.5828 | 2 | < 0.1% |
| 91.7066 | 1 | < 0.1% |
| 90.6767 | 2 | < 0.1% |
| 89.8357 | 7 | < 0.1% |
| 88.8467 | 10 | < 0.1% |
| 88.0388 | 8 | < 0.1% |
| 87.0883 | 13 | |
| 86.3116 | 23 | |
| 85.3974 | 29 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6243 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.091068 |
| Minimum | 0.0309 |
|---|---|
| Maximum | 98.1088 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0309 |
|---|---|
| 5-th percentile | 0.108 |
| Q1 | 10.630525 |
| median | 27.7396 |
| Q3 | 42.984 |
| 95-th percentile | 64.3359 |
| Maximum | 98.1088 |
| Range | 98.0779 |
| Interquartile range (IQR) | 32.353475 |
Descriptive statistics
| Standard deviation | 20.915791 |
|---|---|
| Coefficient of variation (CV) | 0.74457087 |
| Kurtosis | -0.82502711 |
| Mean | 28.091068 |
| Median Absolute Deviation (MAD) | 15.4793 |
| Skewness | 0.21238753 |
| Sum | 8301584.7 |
| Variance | 437.47031 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1085 | 2817 | 1.0% |
| 0.1086 | 2792 | 0.9% |
| 0.1084 | 2771 | 0.9% |
| 0.1088 | 2660 | 0.9% |
| 0.1089 | 2482 | 0.8% |
| 0.1082 | 2451 | 0.8% |
| 0.1081 | 2222 | 0.8% |
| 0.109 | 2188 | 0.7% |
| 0.108 | 1895 | 0.6% |
| 0.1092 | 1703 | 0.6% |
| Other values (6233) | 271543 |
| Value | Count | Frequency (%) |
| 0.0309 | 1 | < 0.1% |
| 0.0311 | 1 | < 0.1% |
| 0.0312 | 3 | |
| 0.0313 | 2 | |
| 0.0316 | 1 | < 0.1% |
| 0.0317 | 3 | |
| 0.0318 | 1 | < 0.1% |
| 0.0319 | 3 | |
| 0.032 | 1 | < 0.1% |
| 0.0321 | 4 |
| Value | Count | Frequency (%) |
| 98.1088 | 1 | < 0.1% |
| 95.9797 | 1 | < 0.1% |
| 90.9514 | 1 | < 0.1% |
| 90.1079 | 2 | < 0.1% |
| 89.1159 | 5 | < 0.1% |
| 88.3056 | 20 | |
| 87.3522 | 26 | |
| 86.5731 | 36 | |
| 85.6562 | 26 | |
| 84.9067 | 46 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6306 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.188752 |
| Minimum | 0.0336 |
|---|---|
| Maximum | 96.173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0336 |
|---|---|
| 5-th percentile | 0.1076 |
| Q1 | 9.8179 |
| median | 26.476 |
| Q3 | 40.2571 |
| 95-th percentile | 56.9212 |
| Maximum | 96.173 |
| Range | 96.1394 |
| Interquartile range (IQR) | 30.4392 |
Descriptive statistics
| Standard deviation | 19.135114 |
|---|---|
| Coefficient of variation (CV) | 0.73066155 |
| Kurtosis | -0.82007794 |
| Mean | 26.188752 |
| Median Absolute Deviation (MAD) | 14.3709 |
| Skewness | 0.14033781 |
| Sum | 7739404.8 |
| Variance | 366.1526 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1088 | 1303 | 0.4% |
| 0.1087 | 1247 | 0.4% |
| 0.109 | 1244 | 0.4% |
| 0.1093 | 1226 | 0.4% |
| 0.1086 | 1223 | 0.4% |
| 0.1091 | 1193 | 0.4% |
| 0.1084 | 1151 | 0.4% |
| 0.1094 | 1131 | 0.4% |
| 0.1099 | 1108 | 0.4% |
| 0.1095 | 1071 | 0.4% |
| Other values (6296) | 283627 |
| Value | Count | Frequency (%) |
| 0.0336 | 3 | |
| 0.0337 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 2 | < 0.1% |
| 0.0343 | 3 | |
| 0.0344 | 2 | < 0.1% |
| 0.0346 | 3 | |
| 0.0347 | 2 | < 0.1% |
| 0.035 | 4 | |
| 0.0351 | 5 |
| Value | Count | Frequency (%) |
| 96.173 | 1 | < 0.1% |
| 90.2894 | 1 | < 0.1% |
| 88.4834 | 1 | < 0.1% |
| 87.5281 | 2 | < 0.1% |
| 86.7475 | 1 | < 0.1% |
| 85.8287 | 5 | < 0.1% |
| 85.0777 | 8 | < 0.1% |
| 84.1934 | 10 | < 0.1% |
| 83.4702 | 26 | |
| 82.6184 | 33 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6389 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.004212 |
| Minimum | 0.0338 |
|---|---|
| Maximum | 98.2095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0338 |
|---|---|
| 5-th percentile | 0.1011 |
| Q1 | 7.8857 |
| median | 22.0497 |
| Q3 | 35.3528 |
| 95-th percentile | 54.173 |
| Maximum | 98.2095 |
| Range | 98.1757 |
| Interquartile range (IQR) | 27.4671 |
Descriptive statistics
| Standard deviation | 17.653981 |
|---|---|
| Coefficient of variation (CV) | 0.76742385 |
| Kurtosis | -0.69999399 |
| Mean | 23.004212 |
| Median Absolute Deviation (MAD) | 13.543 |
| Skewness | 0.3275863 |
| Sum | 6798296.7 |
| Variance | 311.66304 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1031 | 1213 | 0.4% |
| 0.103 | 1201 | 0.4% |
| 0.1029 | 1173 | 0.4% |
| 0.1026 | 1151 | 0.4% |
| 0.1027 | 1148 | 0.4% |
| 0.1032 | 1133 | 0.4% |
| 0.1034 | 1085 | 0.4% |
| 0.1025 | 1081 | 0.4% |
| 0.1035 | 1075 | 0.4% |
| 0.1038 | 1075 | 0.4% |
| Other values (6379) | 284189 |
| Value | Count | Frequency (%) |
| 0.0338 | 1 | < 0.1% |
| 0.0339 | 1 | < 0.1% |
| 0.0341 | 1 | < 0.1% |
| 0.0342 | 2 | |
| 0.0343 | 2 | |
| 0.0345 | 1 | < 0.1% |
| 0.0348 | 1 | < 0.1% |
| 0.0349 | 2 | |
| 0.035 | 3 | |
| 0.0351 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 98.2095 | 1 | < 0.1% |
| 93.9967 | 2 | < 0.1% |
| 78.7567 | 1 | < 0.1% |
| 76.7411 | 2 | < 0.1% |
| 76.0113 | 3 | < 0.1% |
| 75.4135 | 3 | < 0.1% |
| 74.7083 | 9 | < 0.1% |
| 74.1305 | 18 | |
| 73.4487 | 21 | |
| 72.8899 | 28 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6195 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.017023 |
| Minimum | 0.0319 |
|---|---|
| Maximum | 99.8467 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0319 |
|---|---|
| 5-th percentile | 0.1071 |
| Q1 | 9.723975 |
| median | 27.3206 |
| Q3 | 45.285 |
| 95-th percentile | 68.9791 |
| Maximum | 99.8467 |
| Range | 99.8148 |
| Interquartile range (IQR) | 35.561025 |
Descriptive statistics
| Standard deviation | 22.438188 |
|---|---|
| Coefficient of variation (CV) | 0.77327671 |
| Kurtosis | -0.90551839 |
| Mean | 29.017023 |
| Median Absolute Deviation (MAD) | 17.7033 |
| Skewness | 0.29742818 |
| Sum | 8575226.8 |
| Variance | 503.47229 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1078 | 2555 | 0.9% |
| 0.1077 | 2546 | 0.9% |
| 0.1079 | 2538 | 0.9% |
| 0.1075 | 2525 | 0.9% |
| 0.1082 | 2473 | 0.8% |
| 0.108 | 2445 | 0.8% |
| 0.1074 | 2403 | 0.8% |
| 0.1083 | 2267 | 0.8% |
| 0.1072 | 2192 | 0.7% |
| 0.1071 | 1938 | 0.7% |
| Other values (6185) | 271642 |
| Value | Count | Frequency (%) |
| 0.0319 | 1 | < 0.1% |
| 0.0322 | 1 | < 0.1% |
| 0.0324 | 2 | |
| 0.0325 | 3 | |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 1 | < 0.1% |
| 0.0328 | 3 | |
| 0.0329 | 1 | < 0.1% |
| 0.033 | 1 | < 0.1% |
| 0.0332 | 2 |
| Value | Count | Frequency (%) |
| 99.8467 | 1 | < 0.1% |
| 90.595 | 1 | < 0.1% |
| 88.7468 | 2 | < 0.1% |
| 87.7697 | 2 | < 0.1% |
| 86.9716 | 2 | < 0.1% |
| 86.0327 | 4 | < 0.1% |
| 85.2654 | 6 | < 0.1% |
| 84.3623 | 9 | < 0.1% |
| 83.6241 | 26 | |
| 82.7549 | 47 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 49.7300 | 26.4600 | 242.4304 | 0.8980 | 0.0876 | 0.1436 | 0.1209 | 0.1047 | 0.1192 | 0.1272 | 0.1282 | 0.1087 | 0.0998 | 0.1217 | 0.1115 | 0.1153 | 0.1080 | 0.1102 |
| 1 | 0.310 | 0.0 | 49.7300 | 26.4600 | 241.4122 | 0.8980 | 0.0891 | 0.1449 | 0.1231 | 0.1058 | 0.1210 | 0.1280 | 0.1299 | 0.1090 | 0.0998 | 0.1219 | 0.1113 | 0.1152 | 0.1080 | 0.1102 |
| 2 | 0.619 | 0.0 | 49.7300 | 26.4600 | 241.1221 | 0.8981 | 0.0904 | 0.1462 | 0.1249 | 0.1069 | 0.1225 | 0.1290 | 0.1314 | 0.1088 | 0.0996 | 0.1220 | 0.1112 | 0.1149 | 0.1083 | 0.1102 |
| 3 | 0.927 | 0.0 | 49.7300 | 26.4600 | 240.8329 | 0.8980 | 0.0917 | 0.1475 | 0.1267 | 0.1077 | 0.1239 | 0.1296 | 0.1328 | 0.1090 | 0.0996 | 0.1220 | 0.1110 | 0.1151 | 0.1080 | 0.1100 |
| 4 | 1.236 | 0.0 | 49.7301 | 26.4605 | 240.5570 | 0.8980 | 0.0927 | 0.1488 | 0.1279 | 0.1084 | 0.1253 | 0.1304 | 0.1338 | 0.1090 | 0.0996 | 0.1219 | 0.1109 | 0.1149 | 0.1082 | 0.1099 |
| 5 | 1.544 | 0.0 | 49.7332 | 26.4728 | 240.6353 | 0.8984 | 0.0936 | 0.1496 | 0.1295 | 0.1092 | 0.1262 | 0.1312 | 0.1350 | 0.1090 | 0.0995 | 0.1219 | 0.1109 | 0.1148 | 0.1083 | 0.1099 |
| 6 | 1.853 | 0.0 | 49.7363 | 26.4852 | 240.7138 | 0.8980 | 0.0946 | 0.1505 | 0.1304 | 0.1099 | 0.1272 | 0.1317 | 0.1359 | 0.1090 | 0.0994 | 0.1219 | 0.1107 | 0.1147 | 0.1082 | 0.1100 |
| 7 | 2.161 | 0.0 | 49.7394 | 26.4975 | 240.7920 | 0.8987 | 0.0951 | 0.1515 | 0.1314 | 0.1105 | 0.1282 | 0.1323 | 0.1365 | 0.1090 | 0.0995 | 0.1217 | 0.1105 | 0.1147 | 0.1084 | 0.1099 |
| 8 | 2.468 | 0.0 | 49.7400 | 26.5000 | 240.7929 | 0.8981 | 0.0960 | 0.0944 | 0.1501 | 0.1167 | 0.1903 | 0.2205 | 0.3350 | 0.0507 | 0.0557 | 0.0944 | 0.1537 | 0.3433 | 0.5861 | 0.6708 |
| 9 | 2.778 | 0.0 | 49.7400 | 26.5000 | 240.7737 | 0.2159 | 0.4887 | 1.3246 | 2.2366 | 1.6018 | 2.3427 | 2.6803 | 3.5852 | 3.6559 | 3.7965 | 4.7545 | 7.8180 | 11.4581 | 12.8557 | 16.7909 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295514 | 90906.810 | 0.0 | 61.27 | 26.3 | 0.5958 | 0.2000 | 45.6332 | 51.5911 | 53.1675 | 28.1797 | 50.2960 | 49.6055 | 55.0846 | 70.1254 | 53.7929 | 64.1416 | 62.4980 | 56.9212 | 51.2453 | 58.5835 |
| 295515 | 90907.117 | 0.0 | 61.27 | 26.3 | 0.1540 | 0.2000 | 40.8879 | 48.1649 | 53.4654 | 27.9625 | 51.7661 | 47.8646 | 49.4202 | 62.5385 | 53.7929 | 67.6646 | 67.8697 | 56.9212 | 48.6628 | 67.8952 |
| 295516 | 90907.427 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.1994 | 37.8193 | 45.6332 | 48.4112 | 26.9235 | 45.7605 | 46.2396 | 48.8606 | 66.0689 | 53.1055 | 62.3092 | 61.2250 | 56.1889 | 38.2192 | 67.8952 |
| 295517 | 90907.735 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.2000 | 35.4875 | 40.2975 | 48.1171 | 26.8327 | 48.0682 | 45.9557 | 46.2395 | 60.6597 | 55.2214 | 65.0981 | 67.8697 | 55.4749 | 48.1178 | 66.8445 |
| 295518 | 90908.044 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.1997 | 33.5394 | 35.6216 | 44.8858 | 26.2483 | 44.8125 | 44.9433 | 46.7415 | 73.2341 | 53.7929 | 62.3092 | 60.3791 | 57.6725 | 48.9146 | 68.3837 |
| 295519 | 90908.353 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.2000 | 31.4259 | 30.5230 | 41.8301 | 25.4084 | 44.3527 | 43.0443 | 45.7480 | 63.5216 | 56.3775 | 64.1416 | 61.6173 | 56.1889 | 48.9146 | 67.8952 |
| 295520 | 90908.663 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.2000 | 29.3699 | 25.3114 | 39.5174 | 25.4084 | 43.0273 | 42.5939 | 45.2667 | 63.9786 | 55.9641 | 63.7159 | 59.4820 | 55.7972 | 47.5846 | 68.3837 |
| 295521 | 90908.971 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.1992 | 25.2283 | 20.1955 | 35.2737 | 25.7715 | 41.9991 | 41.5264 | 44.0850 | 62.0148 | 57.9460 | 60.5772 | 66.8349 | 54.7785 | 48.1178 | 68.3837 |
| 295522 | 90909.279 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.2000 | 22.0276 | 15.5764 | 31.9441 | 24.5427 | 42.1858 | 37.1350 | 43.1980 | 59.7614 | 58.7630 | 64.1416 | 58.6825 | 55.4749 | 47.2986 | 68.3837 |
| 295523 | 90909.588 | 0.0 | 61.27 | 26.3 | 0.0000 | 0.2000 | 18.6722 | 11.7308 | 27.8394 | 24.7112 | 41.1962 | 40.0738 | 43.4365 | 60.6597 | 57.1512 | 59.7462 | 59.9272 | 54.0991 | 47.0629 | 67.3181 |